modify RL examples to TF2 TL2

CHANGELOG.md

@@ -84,6 +84,7 @@ A maintain release.
 - remove `tl.layers.initialize_global_variables(sess)` (PR #931)
 - change `tl.layers.core`, `tl.models.core` (PR #966)
 - change `weights` into `all_weights`, `trainable_weights`, `nontrainable_weights`
+- change reinforcement learning examples from TL1 to TL2 (PR #969)
 
 
 ### Dependencies Update
@@ -100,6 +101,7 @@ A maintain release.
 - @warshallrho: #PR966
 - @zsdonghao: #931
 - @yd-yin: #963
+- @quantumiracle: #969
 - @dvklopfenstein: #971
 
 
@@ -327,8 +329,10 @@ To many PR for this update, please check [here](https://github.com/tensorlayer/t
   - AtrousDeConv2dLayer added (PR #662)
   - Fix bugs of using `tf.layers` in CNN (PR #686)
 - Optimizer:
+
   - AMSGrad Optimizer added based on `On the Convergence of Adam and Beyond (ICLR 2018)` (PR #636)
 - Setup:
+
   - Creation of installation flaggs `all`, `all_cpu`, and `all_gpu` (PR #660)
 - Test:
   - `test_utils_predict.py` added to reproduce and fix issue #288 (PR #566)
@@ -458,4 +462,4 @@ To many PR for this update, please check [here](https://github.com/tensorlayer/t
 [1.10.0]: https://github.com/tensorlayer/tensorlayer/compare/1.9.1...1.10.0
 [1.9.1]: https://github.com/tensorlayer/tensorlayer/compare/1.9.0...1.9.1
 [1.9.0]: https://github.com/tensorlayer/tensorlayer/compare/1.8.5...1.9.0
-[1.8.5]: https://github.com/tensorlayer/tensorlayer/compare/1.8.4...1.8.5
+[1.8.5]: https://github.com/tensorlayer/tensorlayer/compare/1.8.4...1.8.5

examples/basic_tutorials/tutorial_cifar10_cnn_static.py

@@ -5,8 +5,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import (BatchNorm, Conv2d, Dense, Flatten, Input,
                                 LocalResponseNorm, MaxPool2d)

examples/basic_tutorials/tutorial_mnist_mlp_dynamic.py

@@ -1,8 +1,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Dense, Dropout, Input
 from tensorlayer.models import Model

examples/basic_tutorials/tutorial_mnist_mlp_dynamic_2.py

@@ -1,8 +1,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Dense, Dropout, Input, LayerList
 from tensorlayer.models import Model

examples/basic_tutorials/tutorial_mnist_mlp_static.py

@@ -1,8 +1,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Dense, Dropout, Input
 from tensorlayer.models import Model

examples/basic_tutorials/tutorial_mnist_mlp_static_2.py

@@ -1,8 +1,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Dense, Dropout, Input
 from tensorlayer.models import Model

examples/basic_tutorials/tutorial_mnist_siamese.py

@@ -14,8 +14,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Dense, Dropout, Flatten, Input
 from tensorlayer.models import Model

examples/basic_tutorials/tutorial_mnist_simple.py

@@ -1,9 +1,10 @@
 #! /usr/bin/python
 # -*- coding: utf-8 -*-
 
+import numpy as np
+
 import tensorflow as tf
 import tensorlayer as tl
-import numpy as np
 
 tl.logging.set_verbosity(tl.logging.DEBUG)
 

examples/data_process/tutorial_fast_affine_transform.py

@@ -8,10 +8,10 @@
 import multiprocessing
 import time
 
-import cv2
 import numpy as np
-import tensorflow as tf
 
+import cv2
+import tensorflow as tf
 import tensorlayer as tl
 
 # tl.logging.set_verbosity(tl.logging.DEBUG)

examples/data_process/tutorial_tf_dataset_voc.py

@@ -13,8 +13,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 
 # tf.logging.set_verbosity(tf.logging.DEBUG)

examples/data_process/tutorial_tfrecord.py

@@ -22,9 +22,9 @@
 import os
 
 import numpy as np
-import tensorflow as tf
 from PIL import Image
 
+import tensorflow as tf
 import tensorlayer as tl
 
 ## Save data ==================================================================
@@ -97,4 +97,3 @@ def read_and_decode(filename):
 print("img_batch   : %s" % img_batch.shape)
 print("label_batch : %s" % label_batch.shape)
 tl.visualize.images2d(img_batch, second=1, saveable=False, name='batch', dtype=None, fig_idx=2020121)
-

examples/data_process/tutorial_tfrecord2.py

@@ -14,10 +14,10 @@
 import os
 
 import numpy as np
+
 # import matplotlib
 # matplotlib.use('GTK')
 import tensorflow as tf
-
 import tensorlayer as tl
 
 # Download data, and convert to TFRecord format, see ```tutorial_tfrecord.py```

examples/data_process/tutorial_tfrecord3.py

@@ -19,9 +19,9 @@
 import os
 
 import numpy as np
-import tensorflow as tf
 from PIL import Image
 
+import tensorflow as tf
 import tensorlayer as tl
 
 

examples/database/dispatch_tasks.py

@@ -6,7 +6,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tl.logging.set_verbosity(tl.logging.DEBUG)

examples/database/task_script.py

@@ -1,7 +1,6 @@
 """Sample task script."""
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/deprecated_tutorials/tutorial_imagenet_inceptionV3_distributed.py

@@ -19,7 +19,9 @@
 from xml.etree import ElementTree
 
 import numpy as np
+
 import tensorflow as tf
+import tensorlayer as tl
 from tensorflow.contrib import slim
 from tensorflow.contrib.slim.python.slim.nets.inception_v3 import (inception_v3,
                                                                    inception_v3_arg_scope)
@@ -29,8 +31,6 @@
 from tensorflow.python.training.monitored_session import \
     SingularMonitoredSession
 
-import tensorlayer as tl
-
 tf.logging.set_verbosity(tf.logging.DEBUG)
 tl.logging.set_verbosity(tl.logging.DEBUG)
 

examples/deprecated_tutorials/tutorial_mnist_distributed.py

@@ -13,7 +13,6 @@
 """
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/distributed_training/tutorial_cifar10_distributed_trainer.py

@@ -15,8 +15,8 @@
 import multiprocessing
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import (BatchNormLayer, Conv2d, DenseLayer,
                                 FlattenLayer, InputLayer, MaxPool2d)

examples/distributed_training/tutorial_mnist_distributed_trainer.py

@@ -2,8 +2,8 @@
 # -*- coding: utf-8 -*-
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/keras_tfslim/tutorial_keras.py

@@ -4,8 +4,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.layers import Input, Lambda
 

examples/pretrained_cnn/tutorial_models_mobilenetv1.py

@@ -10,8 +10,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.models.imagenet_classes import class_names
 

examples/pretrained_cnn/tutorial_models_squeezenetv1.py

@@ -5,8 +5,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.models.imagenet_classes import class_names
 

examples/pretrained_cnn/tutorial_models_vgg16.py

@@ -5,8 +5,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.models.imagenet_classes import class_names
 

examples/pretrained_cnn/tutorial_models_vgg19.py

@@ -5,8 +5,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.models.imagenet_classes import class_names
 

examples/pretrained_cnn/tutorial_models_vgg_static.py

@@ -5,8 +5,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 from tensorlayer.models.imagenet_classes import class_names
 

examples/quantized_net/tutorial_binarynet_cifar10_tfrecord.py

@@ -43,7 +43,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_binarynet_mnist_cnn.py

@@ -4,7 +4,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_dorefanet_cifar10_tfrecord.py

@@ -43,7 +43,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_dorefanet_mnist_cnn.py

@@ -4,7 +4,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_quanconv_cifar10.py

@@ -41,8 +41,8 @@
 import time
 
 import numpy as np
-import tensorflow as tf
 
+import tensorflow as tf
 import tensorlayer as tl
 
 bitW = 8

examples/quantized_net/tutorial_quanconv_mnist.py

@@ -4,7 +4,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_ternaryweight_cifar10_tfrecord.py

@@ -42,7 +42,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)

examples/quantized_net/tutorial_ternaryweight_mnist_cnn.py

@@ -4,7 +4,6 @@
 import time
 
 import tensorflow as tf
-
 import tensorlayer as tl
 
 tf.logging.set_verbosity(tf.logging.DEBUG)